# Omni-Model JEPA & Coding LoRA Adapters for `gmma-jepa`

Complete suite of **22 Low-Rank Adapters (Rank-32, Alpha=64.0)** providing specialized world modeling across Coding, Compilers, Systems, Structural Biology, Omnimodal Generative Flow, and Civilizational Longevity.

## 🧬 Available Adapters (22 Specialized Domains)

### 💻 1. Coding & Compilers (9 Specialists)
* **`coding_rust_compiler`**: Non-aliasing references, borrow checker invariants, and lifetime verification.
* **`coding_cuda_triton`**: Fused GPU kernels, SRAM block tiling, and NVFP4 tensor core scheduling.
* **`coding_ebpf_kernel`**: Bounded verifier proofs and kernel memory safety.
* **`coding_python_nas`**: PyTorch/JAX computation graph topology and macro architecture search.
* **`coding_algebraic_op`**: Analytical VJPs and associative prefix scans.
* **`coding_sys_ffi`**: Zero-overhead C++/Rust FFI bindings and DLPack memory layouts.
* **`coding_fuzz_testing`**: Adversarial test fixtures, gradient checks, and boundary testing.
* **`coding_aosp_binder`**: Android AIDL zero-copy IPC transactions.
* **`coding_lockdep_atomic`**: Deadlock-free atomic concurrency and memory ordering.

### 🛡️ 2. Systems & Multi-OS Automation (3 Specialists)
* **`systems_kernel`**: Linux kernel RCU grace-period bounds and lockless critical sections.
* **`os_computer_use`**: Continuous GUI coordinate grounding ($[x, y] \in [0, 1000]^2$) for Linux/macOS/Windows/Android.
* **`os_spatial_axui`**: Accessibility node tree grounding and sub-pixel mouse precision.

### 🔬 3. Structural Biology & Genomics (3 Specialists)
* **`genetics_alphafold`**: 3D $\text{C}_\alpha$ protein backbone coordinates and CASP16 pLDDT regression.
* **`bio_ramachandran`**: Steric dihedral angle constraint manifold.
* **`bio_chembl_affinity`**: Protein-ligand bioactivity regression.

### 🎨 4. Omnimodal Generative Synthesis (4 Specialists)
* **`omnimodal_flow`**: Continuous Rectified Flow Matching in continuous $\mathbb{R}^{1536}$ latent space.
* **`omni_image_512`**: 512x512 RGB spatial flow generation head.
* **`omni_video_24fps`**: 16-frame 3D spatio-temporal causal cross-attention.
* **`omni_audio_24khz`**: 24kHz neural speech and audio synthesis.

### 🏛️ 5. Civilizational Longevity & Macro Dynamics (3 Specialists)
* **`civilizational_codes`**: 1,000,000-year dynasty equilibrium and anti-entropy legal code manifolds.
* **`civ_kardashev_energy`**: Macro energy distribution manifolds.
* **`civ_constitutional_law`**: Anti-entropy constitutional invariant manifolds.

## 💻 Python Quickstart

```python
import torch
from transformers import AutoModelForCausalLM, AutoTokenizer

model_id = "clevrpwn/gmma-jepa"
tokenizer = AutoTokenizer.from_pretrained(model_id, trust_remote_code=True)
model = AutoModelForCausalLM.from_pretrained(model_id, dtype=torch.bfloat16, device_map="auto", trust_remote_code=True)

# Attach all 22 Omni JEPA LoRA Adapters
model.load_jepa_loras()

# Selectively activate coding and systems specialists
model.enable_jepa_lora("coding_rust_compiler")
model.enable_jepa_lora("coding_cuda_triton")
```